{"id":"https://openalex.org/W3194656516","doi":"https://doi.org/10.1108/intr-09-2020-0497","title":"The future of social entrepreneurship: modelling and predicting social impact","display_name":"The future of social entrepreneurship: modelling and predicting social impact","publication_year":2021,"publication_date":"2021-08-12","ids":{"openalex":"https://openalex.org/W3194656516","doi":"https://doi.org/10.1108/intr-09-2020-0497","mag":"3194656516"},"language":"en","primary_location":{"id":"doi:10.1108/intr-09-2020-0497","is_oa":false,"landing_page_url":"https://doi.org/10.1108/intr-09-2020-0497","pdf_url":null,"source":{"id":"https://openalex.org/S63576417","display_name":"Internet Research","issn_l":"1066-2243","issn":["1066-2243","2054-5657"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Internet Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076412213","display_name":"Nur Azreen Zulkefly","orcid":"https://orcid.org/0000-0001-9554-5596"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nur Azreen Zulkefly","raw_affiliation_strings":["Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-9554-5596","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008546990","display_name":"Norjihan Abdul Ghani","orcid":"https://orcid.org/0000-0002-0804-3916"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Norjihan Abdul Ghani","raw_affiliation_strings":["Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-0804-3916","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028600814","display_name":"Christie Pei-Yee Chin","orcid":"https://orcid.org/0000-0001-9009-2049"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Christie Pei-Yee Chin","raw_affiliation_strings":["Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-9009-2049","affiliations":[{"raw_affiliation_string":"Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101941109","display_name":"Suraya Hamid","orcid":"https://orcid.org/0000-0001-9075-7338"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Suraya Hamid","raw_affiliation_strings":["Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-9075-7338","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059150450","display_name":"Nor Aniza Abdullah","orcid":"https://orcid.org/0000-0001-6218-8772"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nor Aniza Abdullah","raw_affiliation_strings":["Unit of Multimedia, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit of Multimedia, Faculty of Computer Science and Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.9659,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.88012976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"32","issue":"2","first_page":"640","last_page":"653"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14464","display_name":"Community Development and Social Impact","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/social-entrepreneurship","display_name":"Social entrepreneurship","score":0.8016579151153564},{"id":"https://openalex.org/keywords/entrepreneurship","display_name":"Entrepreneurship","score":0.473903089761734},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.19299879670143127}],"concepts":[{"id":"https://openalex.org/C2779082914","wikidata":"https://www.wikidata.org/wiki/Q817245","display_name":"Social entrepreneurship","level":3,"score":0.8016579151153564},{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.473903089761734},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.19299879670143127},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1108/intr-09-2020-0497","is_oa":false,"landing_page_url":"https://doi.org/10.1108/intr-09-2020-0497","pdf_url":null,"source":{"id":"https://openalex.org/S63576417","display_name":"Internet Research","issn_l":"1066-2243","issn":["1066-2243","2054-5657"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Internet Research","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ums.edu.my:31759","is_oa":false,"landing_page_url":"http://eprints.ums.edu.my/id/eprint/31759/1/The%20future%20of%20social%20entrepreneurship_%20modelling%20and%20predicting%20social%20impact.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400331","display_name":"UMS Institutional Repository (Universiti Malaysia Sabah)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I161371597","host_organization_name":"Universiti of Malaysia Sabah","host_organization_lineage":["https://openalex.org/I161371597"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.699999988079071,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W41580422","https://openalex.org/W1606720409","https://openalex.org/W1785114656","https://openalex.org/W1969865627","https://openalex.org/W1972476559","https://openalex.org/W2021494272","https://openalex.org/W2034169417","https://openalex.org/W2045593411","https://openalex.org/W2067775084","https://openalex.org/W2077807272","https://openalex.org/W2093660455","https://openalex.org/W2097978072","https://openalex.org/W2108031522","https://openalex.org/W2128422174","https://openalex.org/W2185530972","https://openalex.org/W2255795341","https://openalex.org/W2335395651","https://openalex.org/W2467034221","https://openalex.org/W2584036714","https://openalex.org/W2584528480","https://openalex.org/W2604608872","https://openalex.org/W2612534537","https://openalex.org/W2614939196","https://openalex.org/W2749810385","https://openalex.org/W2767001963","https://openalex.org/W2791159914","https://openalex.org/W2795771851","https://openalex.org/W2800401319","https://openalex.org/W2807959245","https://openalex.org/W2887927457","https://openalex.org/W2889850233","https://openalex.org/W2903584591","https://openalex.org/W2963929932","https://openalex.org/W2964023897","https://openalex.org/W2964156143","https://openalex.org/W2976589294","https://openalex.org/W3121439200"],"related_works":["https://openalex.org/W2120319084","https://openalex.org/W3131369765","https://openalex.org/W362717345","https://openalex.org/W1577608175","https://openalex.org/W2393591471","https://openalex.org/W4293168381","https://openalex.org/W1973555797","https://openalex.org/W2124583889","https://openalex.org/W2128808669","https://openalex.org/W3146579061"],"abstract_inverted_index":{"Purpose":[0],"Predicting":[1],"the":[2,17,46,84,94,103,121,126,128,135,172,197,212,225,235,238,245,255,277,295,301,304],"impact":[3,48,86,97,108,141,201,247,265,280,290],"of":[4,19,30,93,105,125,151,168,193,199,216,254,303],"social":[5,13,21,32,37,39,47,52,85,96,107,116,140,152,160,169,179,194,200,218,240,246,249,264,273,279,289,292],"entrepreneurship":[6,33,117,153,170,180,241,293],"is":[7,27,100,134],"crucial":[8],"as":[9,276],"it":[10],"can":[11,174,209,259,284],"help":[12],"entrepreneurs":[14,53],"to":[15,35,44,80,243,272,300],"determine":[16],"achievement":[18],"their":[20],"mission":[22],"and":[23,75,82,214,220,223],"performance.":[24,306],"However,":[25],"there":[26,147],"a":[28,55,165],"lack":[29],"existing":[31],"models":[34,257],"predict":[36],"enterprises'":[38],"impacts.":[40,230],"This":[41,60,232,268],"paper":[42,233],"aims":[43],"propose":[45],"prediction":[49,87,98,109,142,198,256,281,305],"model":[50,99],"for":[51,139,237],"using":[54,66],"data":[56],"analytic":[57],"approach.":[58],"Design/methodology/approach":[59],"study":[61,224,269],"implemented":[62],"an":[63],"experimental":[64],"method":[65],"three":[67,122,149,178,191],"different":[68],"algorithms:":[69],"naive":[70,132],"Bayes,":[71],"k":[72],"-nearest":[73],"neighbor":[74],"J48":[76],"decision":[77],"tree":[78],"algorithms":[79],"develop":[81],"test":[83],"model.":[88],"Findings":[89],"The":[90,205],"accurate":[91],"result":[92],"developed":[95],"based":[101],"on":[102,120,159,176,228],"list":[104],"identified":[106],"variables":[110,282],"that":[111,131,258],"have":[112],"been":[113],"evaluated":[114],"by":[115],"experts.":[118],"Based":[119],"algorithms'":[123],"implementation":[124],"model,":[127],"results":[129],"showed":[130],"Bayes":[133],"best":[136],"performance":[137],"classifier":[138],"accuracy.":[143],"Research":[144],"limitations/implications":[145],"Although":[146],"are":[148,252],"categories":[150,192],"impact,":[154],"this":[155,185],"research":[156,173,183],"only":[157],"focuses":[158],"impact.":[161],"There":[162,251],"will":[163,202],"be":[164,203,260,285],"bright":[166],"future":[167],"if":[171],"focus":[175],"all":[177],"categories.":[181],"Future":[182],"in":[184,248,262,266,287,291,294],"area":[186],"could":[187],"look":[188,210],"beyond":[189,211],"these":[190],"entrepreneurship,":[195],"so":[196],"broader.":[204],"prospective":[206],"researcher":[207],"also":[208,270],"difference":[213],"similarities":[215],"economic,":[217],"impacts":[219,222],"environmental":[221],"overall":[226],"perspective":[227],"those":[229],"Originality/value":[231],"fulfills":[234],"need":[236],"Malaysian":[239],"blueprint":[242],"design":[244],"entrepreneurship.":[250],"none":[253],"used":[261,286],"predicting":[263,288],"Malaysia.":[267],"contributes":[271],"entrepreneur":[274],"researchers,":[275],"new":[278],"found":[283],"future,":[296],"which":[297],"may":[298],"lead":[299],"significance":[302]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}